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Record W4409711690 · doi:10.1002/cey2.683

Strategic Design of “Three‐in‐One” Cathode Toward Optimal Performance of Proton‐Conducting Solid Oxide Fuel Cell: The Temperature Matters

2025· article· en· W4409711690 on OpenAlexafffund
Min‐Rui Gao, Mengnan Zhu, Bowen Zhang, Nanqi Duan, Peng‐Fei Sui, Jing‐Li Luo

Bibliographic record

VenueCarbon Energy · 2025
Typearticle
Languageen
FieldMaterials Science
TopicAdvancements in Solid Oxide Fuel Cells
Canadian institutionsUniversity of Alberta
FundersNatural Sciences and Engineering Research Council of CanadaAlberta InnovatesCanada First Research Excellence FundUniversity of AlbertaCompute Canada
KeywordsCathodeOxideFuel cellsProtonMaterials scienceSolid oxide fuel cellNuclear engineeringNanotechnologyChemical engineeringBusinessChemistryEngineeringElectrical engineeringPhysicsNuclear physicsElectrodePhysical chemistryMetallurgyAnode

Abstract

fetched live from OpenAlex

ABSTRACT “Three‐in‐one” cathode, achieved via B‐site heavy‐doping of transition elements (typically Co, Fe) into proton‐conductive perovskite, holds promise for enhancing the performance of proton‐conducting solid oxide fuel cell (H‐SOFC) operated below 650°C for electricity generation. However, its electrochemical behavior above 650°C, essential for improving the efficiency of H‐SOFC for fuel conversion, remains insufficiently explored. It is still challenging to propose guidance for the design of “three‐in‐one” cathode toward optimal H‐SOFC performance below and above 650°C, with the prerequisite of gaining a comprehensive understanding of the roles of Co and Fe in determining the H‐SOFC performance. This work is to address this challenge. Through theoretical/experimental studies, Co is identified to play a role in improving the oxygen reduction reaction (ORR) activity while Fe plays a role in facilitating the cathode/electrolyte interfacial proton conduction. Therefore, if the operating temperature is above 650°C, lowering the Co/Fe ratio in “three‐in‐one” cathode becomes crucial since the limiting factor shifts from ORR activity to proton conduction. Implementing this strategy, the SOFC using BaCo0.15Fe0.55Zr0.1Y0.1Yb0.1O3−δ cathode achieves peak power densities of 1.67 W cm−2 under H‐SOFC mode at 700°C and 2.32 W cm−2 under dual ion‐conducting SOFC mode at 750°C, which are the highest reported values so far.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.001
Threshold uncertainty score0.003

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.052
GPT teacher head0.271
Teacher spread0.219 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations5
Published2025
Admission routes2
Has abstractyes

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